The graph given, represents the ratio of the 20 most popular artists and the number of saved songs whose authors they are in the media library, based on this ratio, a popularity rating was compiled. As one can see from the statistics presented, the performer Grimes takes the well-deserved first place, which in itself does not surprise anyone who at least once had the opportunity to listen to her works. Lana Del Ray is in second place and just one song less. A true legend of music. And the trailing top 3 Antonio Vivaldi (with the result of 15 tracks) once said "Human feelings are difficult to predict" that is now questionable, especially for a Data Scientist.
This graph shows the top 20 genres of songs that have been saved and added to the library over the past 3 years, the database was last updated on 12/12/2021. As one can mention, the prevailing genres are variations of pop and rock music.
In this graph, we will take a closer look at the percentage of explicit content present among the entire library of saved tracks. Spotify includes explicit content because they offer it how the artist intends it to be heard. Look out for EXPLICIT or E tags on any releases. In database given, opposite each track, one can understand whether it is explicit by referring to the column "explicit " in which the values "False" or "True" are located, depending on the presence of explicit content in the track.